| Description |
1 online resource (xviii, 175 pages) : color illustrations |
| Series |
Lecture notes in computer science. Lecture notes in artificial intelligence, 2945-9141 ; 14363 |
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LNCS sublibrary: SL7 - Artificial intelligence |
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Lecture notes in computer science. Lecture notes in artificial intelligence. 2945-9141
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Lecture notes in computer science ; 14363.
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LNCS sublibrary. SL 7, Artificial intelligence.
|
| Contents |
Declarative Sequential Pattern Mining in ASP -- Extracting Rules from ML models in Angluin⁰́₉s Style -- A Constrained Optimization Approach to Set the Parameters of Probabilistic Answer Set Programs -- Regularization in Probabilistic Inductive Logic Programming -- Towards ILP-based LTLf passive learning -- Learning Strategies of Inductive Logic Programming Using Reinforcement Learning -- Select first, transfer later: choosing proper datasets for statistical relational transfer learning -- GNN based Extraction of Minimal Unsatisfiable Subsets -- What Do Counterfactuals Say about the World? Reconstructing Probabilistic Logic Programs from Answers to ⁰́₋What if?⁰́₊ Queries -- Few-shot learning of diagnostic rules for neurodegenerative diseases using Inductive Logic Programming -- An Experimental Overview of Neural-Symbolic Systems -- Statistical relational structure learning with scaled weight parameters -- A Review of Inductive Logic Programming Applications for Robotic Systems -- Meta Interpretive Learning from Fractal images |
| Summary |
This book constitutes the refereed proceedings of the 32nd International Conference on Inductive Logic Programming, ILP 2023, held in Bari, Italy, during November 13⁰́₃15, 2023. The 11 full papers and 1 short paper included in this book were carefully reviewed and selected from 18 submissions. They cover all aspects of learning in logic, multi-relational data mining, statistical relational learning, graph and tree mining, learning in other (non-propositional) logic-based knowledge representation frameworks, exploring intersections to statistical learning and other probabilistic approaches |
| Notes |
International conference proceedings |
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Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed January 2, 2024) |
| Subject |
Logic programming -- Congresses
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Induction (Logic) -- Congresses
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Machine learning -- Congresses
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Bellodi, Elena, editor
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Lisi, Francesca A., editor.
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Zese, Riccardo, editor.
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| ISBN |
9783031492990 |
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3031492994 |
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